{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In a sweep between 14.9825°C and 35.024875°C\n",
      "with a speed of roughly 3.790520094562648°C per hour\n",
      "we see a voltage tempco of roughly 0.025146720401750422 ppm/k\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "import matplotlib.dates as mdates\n",
    "from matplotlib.dates import DateFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"Arroyo TECSource Chamber Temp\", \"3458A Vz\"]\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/20230313-215815_ADRmu14_15_35_TC_long.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"])\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "raw=raw.ffill()\n",
    "raw=raw.resample('30s').mean()\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "twin1 = ax.twinx()\n",
    "twin1.set_ylabel(\"Temperature (°C)\")\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='Output Voltage (V)', title='ADRmu14 Voltage vs ambient temperature')\n",
    "ax.plot(raw.iloc[:,1], label='Voltage')\n",
    "twin1.plot(raw.iloc[:,0],'m--', label='Temperature')\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "lines_labels = [ax.get_legend_handles_labels() for ax in fig.axes]\n",
    "lines, labels = [sum(lol, []) for lol in zip(*lines_labels)]\n",
    "fig.legend(lines, labels, loc='upper right')\n",
    "\n",
    "date_form = DateFormatter(\"%H:%M\")\n",
    "ax.xaxis.set_major_formatter(date_form)\n",
    "fig.autofmt_xdate()\n",
    "\n",
    "plt.show()\n",
    "\n",
    "print(\"In a sweep between \"+str(raw[\"Arroyo TECSource Chamber Temp\"].min())+\"°C and \"+str(raw[\"Arroyo TECSource Chamber Temp\"].max())+\"°C\")\n",
    "time_range=(raw.index.max() - raw.index.min()).total_seconds()\n",
    "temperature_range=raw[\"Arroyo TECSource Chamber Temp\"].max()-raw[\"Arroyo TECSource Chamber Temp\"].min()\n",
    "voltage_range=raw[\"3458A Vz\"].max()-raw[\"3458A Vz\"].min()\n",
    "print(\"with a speed of roughly \"+str(temperature_range/(time_range/3600)*2)+\"°C per hour\")\n",
    "print(\"we see a voltage tempco of roughly \"+str((voltage_range/.00001)/temperature_range)+\" ppm/k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
